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Operationalizing Machine Learning: An Interview Study


Sep 16, 2022
Shreya Shankar, Rolando Garcia, Joseph M. Hellerstein, Aditya G. Parameswaran

* 20 pages, 4 figures 

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Selectivity Estimation with Deep Likelihood Models


May 10, 2019
Zongheng Yang, Eric Liang, Amog Kamsetty, Chenggang Wu, Yan Duan, Xi Chen, Pieter Abbeel, Joseph M. Hellerstein, Sanjay Krishnan, Ion Stoica


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A Berkeley View of Systems Challenges for AI


Dec 15, 2017
Ion Stoica, Dawn Song, Raluca Ada Popa, David Patterson, Michael W. Mahoney, Randy Katz, Anthony D. Joseph, Michael Jordan, Joseph M. Hellerstein, Joseph E. Gonzalez, Ken Goldberg, Ali Ghodsi, David Culler, Pieter Abbeel

* Berkeley Technical Report 

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Distributed GraphLab: A Framework for Machine Learning in the Cloud


Apr 26, 2012
Yucheng Low, Joseph Gonzalez, Aapo Kyrola, Danny Bickson, Carlos Guestrin, Joseph M. Hellerstein

* Proceedings of the VLDB Endowment (PVLDB), Vol. 5, No. 8, pp. 716-727 (2012) 
* VLDB2012 

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GraphLab: A New Framework for Parallel Machine Learning


Jun 25, 2010
Yucheng Low, Joseph Gonzalez, Aapo Kyrola, Danny Bickson, Carlos Guestrin, Joseph M. Hellerstein

* The 26th Conference on Uncertainty in Artificial Intelligence (UAI 2010), Catalina Island, California, July 8-11, 2010 

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